{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# python 3.7\n",
    "\n",
    "# For yahoo finance\n",
    "import io\n",
    "import re\n",
    "import requests\n",
    "\n",
    "# The usual suspects\n",
    "import numpy             as np\n",
    "import pandas            as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Tree models and data pre-processing\n",
    "from numpy               import vstack, hstack\n",
    "from sklearn             import tree\n",
    "\n",
    "# Fancy graphics\n",
    "plt.style.use('seaborn')\n",
    "\n",
    "# Getting Yahoo finance data\n",
    "def getdata(tickers,start,end,frequency):\n",
    "    OHLC = {}\n",
    "    cookie = ''\n",
    "    crumb = ''\n",
    "    res = requests.get('https://finance.yahoo.com/quote/SPY/history')\n",
    "    cookie = res.cookies['B']\n",
    "    pattern = re.compile('.*\"CrumbStore\":\\{\"crumb\":\"(?P<crumb>[^\"]+)\"\\}')\n",
    "    for line in res.text.splitlines():\n",
    "        m = pattern.match(line)\n",
    "        if m is not None:\n",
    "            crumb = m.groupdict()['crumb']\n",
    "    for ticker in tickers:\n",
    "        url_str = \"https://query1.finance.yahoo.com/v7/finance/download/%s\"\n",
    "        url_str += \"?period1=%s&period2=%s&interval=%s&events=history&crumb=%s\"\n",
    "        url = url_str % (ticker, start, end, frequency, crumb)\n",
    "        res = requests.get(url, cookies={'B': cookie}).text\n",
    "        OHLC[ticker] = pd.read_csv(io.StringIO(res), index_col=0,\n",
    "                                   error_bad_lines=False).replace('null', np.nan).dropna()\n",
    "        OHLC[ticker].index = pd.to_datetime(OHLC[ticker].index)\n",
    "        OHLC[ticker] = OHLC[ticker].apply(pd.to_numeric)\n",
    "    return OHLC\n",
    "\n",
    "# A (lagged) technical indicator (Average True Range)\n",
    "def ATR(df, n):\n",
    "    df = df.reset_index()\n",
    "    i = 0\n",
    "    TR_l = [0]\n",
    "    while i < df.index[-1]:\n",
    "        TR = (max(df.loc[i+1, 'High'], df.loc[i, 'Close']) -\n",
    "              min(df.loc[i+1, 'Low'], df.loc[i, 'Close']))\n",
    "        TR_l.append(TR)\n",
    "        i = i + 1\n",
    "    return pd.Series(TR_l).ewm(span=n, min_periods=n).mean()\n",
    "\n",
    "# Assets under consideration\n",
    "tickers = ['PEP','KO']\n",
    "\n",
    "data = None\n",
    "while data is None:\n",
    "    try:\n",
    "        data = getdata(tickers,'946685000','1687427200','1d')\n",
    "    except:\n",
    "         pass\n",
    "\n",
    "KO = data['KO'].drop('Volume',axis=1)\n",
    "PEP = data['PEP'].drop('Volume',axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "variables = pd.DataFrame({'TPEP':(PEP['Close']/PEP['Close'].shift(7)-1).shift(1),\n",
    "                      'TKO':(KO['Close']/KO['Close'].shift(6)-1).shift(1)})\n",
    "\n",
    "variables['Target'] = variables.min(axis=1)\n",
    "variables['IsPEP']  = variables['Target'].isin(variables['TPEP'])\n",
    "\n",
    "variables['Open']   = np.where(variables['Target'].isin(variables['TPEP']),\n",
    "                               PEP['Open'],\n",
    "                               KO['Open'])\n",
    "\n",
    "variables['Close']  = np.where(variables['Target'].isin(variables['TPEP']),\n",
    "                               PEP['Close'],\n",
    "                               KO['Close'])\n",
    "\n",
    "variables['Returns'] = variables['Close']/variables['Open']-1\n",
    "\n",
    "variables['APEP'] = PEP['Open']\n",
    "variables['AKO']  = KO['Open']\n",
    "\n",
    "variables = variables.reset_index().drop('Date',axis=1)\n",
    "\n",
    "variables['ATR'] = ATR(PEP,40)\n",
    "\n",
    "variables = variables.dropna()\n",
    "variables = variables.reset_index().drop('index',axis=1)\n",
    "\n",
    "# This is a minimalistic example, adding more information (which is no easy task)\n",
    "# will much likely yield a better signal to noise ratio\n",
    "\n",
    "features  = ['IsPEP','AKO','ATR','APEP']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "training = 38\n",
    "testing = 3\n",
    "seed = 123\n",
    "\n",
    "returns = []\n",
    "\n",
    "# Rolling calibration and testing of the Decision Tree Regressors\n",
    "for ii in range(0, len(variables)-(training+testing), testing):\n",
    "    X, y = [], []\n",
    "\n",
    "    iam  = ii+training\n",
    "    lazy = ii+training+testing\n",
    "\n",
    "    # Training the model with the last 38 days\n",
    "    for i in range(ii, iam):\n",
    "        X.append([variables.iloc[i][var] for var in features])\n",
    "        y.append(variables.iloc[i].Close)\n",
    "\n",
    "    model = tree.DecisionTreeRegressor(max_depth=19,\n",
    "                                       min_samples_leaf=3,\n",
    "                                       min_samples_split=16,\n",
    "                                       random_state=seed)\n",
    "    model.fit(vstack(X), hstack(y))\n",
    "\n",
    "    XX = []\n",
    "\n",
    "    # Testing it out-of-sample, its used for the next 3 days\n",
    "    for i in range(iam, lazy):\n",
    "        XX.append([variables.iloc[i][var] for var in features])\n",
    "\n",
    "    # We trade if the predicted close price is superior to the open price\n",
    "    trades = np.where(model.predict(vstack(XX)) > variables['Open'][iam:lazy],\n",
    "                      variables['Returns'][iam:lazy],\n",
    "                      np.nan)\n",
    "\n",
    "    for values in trades:\n",
    "        returns.append(values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    5079.000000\n",
       "mean        0.000618\n",
       "std         0.011310\n",
       "min        -0.089762\n",
       "25%        -0.004870\n",
       "50%         0.000437\n",
       "75%         0.005935\n",
       "max         0.106294\n",
       "Name: Baseline, dtype: float64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CompRes = pd.DataFrame({'Baseline': variables[-len(returns):].set_index(PEP[-len(returns):].index)['Returns'],\n",
    "                        'DTR': returns})\n",
    "\n",
    "CompRes['Baseline'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "count    2358.000000\n",
       "mean        0.001084\n",
       "std         0.012664\n",
       "min        -0.089762\n",
       "25%        -0.005079\n",
       "50%         0.000743\n",
       "75%         0.007033\n",
       "max         0.106294\n",
       "Name: DTR, dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16,6))\n",
    "\n",
    "hist1, bins1 = np.histogram(CompRes['Baseline'].dropna(), bins=50)\n",
    "width = 0.7 * (bins1[1] - bins1[0])\n",
    "center = (bins1[:-1] + bins1[1:]) / 2\n",
    "\n",
    "ax.bar(center, hist1, align='center', width=width, label='Baseline')\n",
    "\n",
    "hist2, bins2 = np.histogram(CompRes['DTR'].dropna(), bins=50)\n",
    "ax.bar(center, hist2, align='center', width=width, label='DTR Return Distribution')\n",
    "\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "CompRes['DTR'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tc = -0.0005 #Simulating 0.05% transaction costs\n",
    "\n",
    "plt.figure(figsize=(16,6))\n",
    "plt.plot(((CompRes['DTR'].dropna()+tc).cumsum())*100, color='coral', label='DTR Cumulative Returns')\n",
    "plt.plot(((CompRes['Baseline']+tc).cumsum())*100, label='Baseline')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Cumulative Returns')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "count    2240.000000\n",
       "mean        0.057887\n",
       "std         0.092749\n",
       "min        -0.193644\n",
       "25%         0.005353\n",
       "50%         0.052851\n",
       "75%         0.115318\n",
       "max         0.380145\n",
       "Name: DTR, dtype: float64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,6))\n",
    "plt.plot((CompRes['DTR'].dropna()+tc).rolling(window=119).sum(), color='coral', label='DTR Yearly Returns')\n",
    "plt.plot((CompRes['Baseline']+tc).rolling(window=252).sum(), label='Baseline')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Yearly Rolling Return')\n",
    "plt.margins(x=0.005,y=0.02)\n",
    "plt.axhline(y=0, xmin=0, xmax=1, linestyle='--', color='k')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "# Descriptive statistics of the strategy rolling yearly return\n",
    "#(assuming 119 trades per year)\n",
    "((CompRes['DTR'].dropna()+tc).rolling(window=119).sum()).describe()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
